{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use OSMnx to analyze a NetworkX street network, including routing\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.11'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.cm as cm\n",
    "import networkx as nx\n",
    "import numpy as np\n",
    "import osmnx as ox\n",
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True, use_cache=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate basic street network measures (topological and metric)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0877243275299155"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get the network for Piedmont, calculate its basic stats, then show the average circuity\n",
    "stats = ox.basic_stats(ox.graph_from_place('Piedmont, California, USA'))\n",
    "stats['circuity_avg']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To calculate density-based metrics, you must also pass the network's bounding area in square meters (otherwise basic_stats() will just skip them in the calculation):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the street network for a place, and its area in square meters\n",
    "place = 'Piedmont, California, USA'\n",
    "gdf = ox.gdf_from_place(place)\n",
    "area = ox.project_gdf(gdf).unary_union.area\n",
    "G = ox.graph_from_place(place, network_type='drive_service')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "n                                                                                    401\n",
       "m                                                                                   1048\n",
       "k_avg                                                                            5.22693\n",
       "intersection_count                                                                   343\n",
       "streets_per_node_avg                                                             2.84539\n",
       "streets_per_node_counts                   {0: 0, 1: 58, 2: 2, 3: 289, 4: 49, 5: 2, 6: 1}\n",
       "streets_per_node_proportion            {0: 0.0, 1: 0.14463840399002495, 2: 0.00498753...\n",
       "edge_length_total                                                                 118766\n",
       "edge_length_avg                                                                  113.327\n",
       "street_length_total                                                              62021.6\n",
       "street_length_avg                                                                113.178\n",
       "street_segments_count                                                                548\n",
       "node_density_km                                                                  92.2586\n",
       "intersection_density_km                                                          78.9145\n",
       "edge_density_km                                                                  27324.7\n",
       "street_density_km                                                                14269.4\n",
       "circuity_avg                                                                     1.11339\n",
       "self_loop_proportion                                                          0.00572519\n",
       "clean_intersection_count                                                            None\n",
       "clean_intersection_density_km                                                       None\n",
       "avg_neighbor_degree                    {53090322: 2.6666666666666665, 53090323: 3.333...\n",
       "avg_neighbor_degree_avg                                                          2.83674\n",
       "avg_weighted_neighbor_degree           {53090322: 0.020963371748712063, 53090323: 0.0...\n",
       "avg_weighted_neighbor_degree_avg                                               0.0348314\n",
       "degree_centrality                      {53090322: 0.015, 53090323: 0.015, 53068822: 0...\n",
       "degree_centrality_avg                                                          0.0130673\n",
       "clustering_coefficient                 {53090322: 0, 53090323: 0, 53068822: 0, 530688...\n",
       "clustering_coefficient_avg                                                     0.0704073\n",
       "clustering_coefficient_weighted        {53090322: 0, 53090323: 0, 53068822: 0, 530688...\n",
       "clustering_coefficient_weighted_avg                                            0.0114285\n",
       "pagerank                               {53090322: 0.00405940164772774, 53090323: 0.00...\n",
       "pagerank_max_node                                                               53036558\n",
       "pagerank_max                                                                  0.00702397\n",
       "pagerank_min_node                                                              682931951\n",
       "pagerank_min                                                                 0.000510247\n",
       "eccentricity                           {53090322: 3457.4420000000005, 53090323: 3425....\n",
       "diameter                                                                         5047.92\n",
       "radius                                                                           2507.46\n",
       "center                                                                       [305541020]\n",
       "periphery                                                                     [53065785]\n",
       "closeness_centrality                   {53090322: 0.0006326620719209126, 53090323: 0....\n",
       "closeness_centrality_avg                                                     0.000576161\n",
       "betweenness_centrality                 {53090322: 0.04543233082706767, 53090323: 0.04...\n",
       "betweenness_centrality_avg                                                     0.0422009\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate basic and extended network stats, merge them together, and display\n",
    "stats = ox.basic_stats(G, area=area)\n",
    "extended_stats = ox.extended_stats(G, ecc=True, bc=True, cc=True)\n",
    "for key, value in extended_stats.items():\n",
    "    stats[key] = value\n",
    "pd.Series(stats)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Streets/intersection counts and proportions are nested dicts inside the stats dict. To convert these stats to a pandas dataframe (to compare/analyze multiple networks against each other), just unpack these nested dicts first:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n</th>\n",
       "      <th>m</th>\n",
       "      <th>k_avg</th>\n",
       "      <th>intersection_count</th>\n",
       "      <th>streets_per_node_avg</th>\n",
       "      <th>edge_length_total</th>\n",
       "      <th>edge_length_avg</th>\n",
       "      <th>street_length_total</th>\n",
       "      <th>street_length_avg</th>\n",
       "      <th>street_segments_count</th>\n",
       "      <th>...</th>\n",
       "      <th>int_4_count</th>\n",
       "      <th>int_5_count</th>\n",
       "      <th>int_6_count</th>\n",
       "      <th>int_0_prop</th>\n",
       "      <th>int_1_prop</th>\n",
       "      <th>int_2_prop</th>\n",
       "      <th>int_3_prop</th>\n",
       "      <th>int_4_prop</th>\n",
       "      <th>int_5_prop</th>\n",
       "      <th>int_6_prop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>401.0</td>\n",
       "      <td>1048.0</td>\n",
       "      <td>5.226933</td>\n",
       "      <td>343.0</td>\n",
       "      <td>2.845387</td>\n",
       "      <td>118766.22</td>\n",
       "      <td>113.326546</td>\n",
       "      <td>62021.577</td>\n",
       "      <td>113.17806</td>\n",
       "      <td>548.0</td>\n",
       "      <td>...</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.144638</td>\n",
       "      <td>0.004988</td>\n",
       "      <td>0.720698</td>\n",
       "      <td>0.122195</td>\n",
       "      <td>0.004988</td>\n",
       "      <td>0.002494</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       n       m     k_avg  intersection_count  streets_per_node_avg  \\\n",
       "0  401.0  1048.0  5.226933               343.0              2.845387   \n",
       "\n",
       "   edge_length_total  edge_length_avg  street_length_total  street_length_avg  \\\n",
       "0          118766.22       113.326546            62021.577          113.17806   \n",
       "\n",
       "   street_segments_count  ...  int_4_count  int_5_count  int_6_count  \\\n",
       "0                  548.0  ...         49.0          2.0          1.0   \n",
       "\n",
       "   int_0_prop  int_1_prop  int_2_prop  int_3_prop  int_4_prop  int_5_prop  \\\n",
       "0         0.0    0.144638    0.004988    0.720698    0.122195    0.004988   \n",
       "\n",
       "   int_6_prop  \n",
       "0    0.002494  \n",
       "\n",
       "[1 rows x 32 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# unpack dicts into individiual keys:values\n",
    "stats = ox.basic_stats(G, area=area)\n",
    "for k, count in stats['streets_per_node_counts'].items():\n",
    "    stats['int_{}_count'.format(k)] = count\n",
    "for k, proportion in stats['streets_per_node_proportion'].items():\n",
    "    stats['int_{}_prop'.format(k)] = proportion\n",
    "\n",
    "# delete the no longer needed dict elements\n",
    "del stats['streets_per_node_counts']\n",
    "del stats['streets_per_node_proportion']\n",
    "\n",
    "# load as a pandas dataframe\n",
    "pd.DataFrame(pd.Series(stats)).T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inspect betweenness centrality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(53124805, 0.3082581453634085)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G_projected = ox.project_graph(G)\n",
    "max_node, max_bc = max(extended_stats['betweenness_centrality'].items(), key=lambda x: x[1])\n",
    "max_node, max_bc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the city of Piedmont, California, the node with the highest betweenness centrality has 29.4% of all shortest paths running through it. Let's highlight it in the plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 645.26x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nc = ['r' if node==max_node else '#336699' for node in G_projected.nodes()]\n",
    "ns = [50 if node==max_node else 8 for node in G_projected.nodes()]\n",
    "fig, ax = ox.plot_graph(G_projected, node_size=ns, node_color=nc, node_zorder=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "29.4% of all shortest paths run through the node highlighted in red. Let's look at the relative betweenness centrality of every node in the graph:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 645.26x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get a color for each node\n",
    "def get_color_list(n, color_map='plasma', start=0, end=1):\n",
    "    return [cm.get_cmap(color_map)(x) for x in np.linspace(start, end, n)]\n",
    "\n",
    "def get_node_colors_by_stat(G, data, start=0, end=1):\n",
    "    df = pd.DataFrame(data=pd.Series(data).sort_values(), columns=['value'])\n",
    "    df['colors'] = get_color_list(len(df), start=start, end=end)\n",
    "    df = df.reindex(G.nodes())\n",
    "    return df['colors'].tolist()\n",
    "\n",
    "nc = get_node_colors_by_stat(G_projected, data=extended_stats['betweenness_centrality'])\n",
    "fig, ax = ox.plot_graph(G_projected, node_color=nc, node_edgecolor='gray', node_size=20, node_zorder=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above, the nodes are visualized by betweenness centrality, from low (dark violet) to high (light yellow)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Routing: calculate the network path from the centermost node to some other node\n",
    "Let the origin node be the node nearest the location and let the destination node just be the last node in the network. Then find the shortest path between origin and destination, using weight='length' to find the shortest spatial path (otherwise it treats each edge as weight=1)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define a lat-long point, create network around point, define origin/destination nodes\n",
    "location_point = (37.791427, -122.410018)\n",
    "G = ox.graph_from_point(location_point, distance=500, distance_type='network', network_type='walk')\n",
    "origin_node = ox.get_nearest_node(G, location_point)\n",
    "destination_node = list(G.nodes())[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qlUgmk9R5jFgA2O122O12uN3uZYVQCwsL+Prrr5FOp6sWj1oxm80YGRmp+X5tbW24evVqxViRzWar+voymQx+v7+8gASDwJ07QCIBJBIQPH0KgUSC2dnZ56ncwUHg6FGgyrgXD3tsOAGpp6fEaDSuuZGt+PjBMAwcDgfcbjfcbnfFwiqCQqHA5s2baUyDC5xOZ13XJ2XslUyJnE4ncrlcVUFpjUbzfOeXyQCh0PN/09OF/711C1j82ywsLCAbDkPidOLJkyeQSqWFYHkuV9iJ7N5d8/PiWRsbTkDq6SmxWCxrbmTbsWMHfD4fMpkM+vr6aurzKMbpdJaUhbON3W4HwzBIJBJVCxtBJpNVNCVSKpUQCASYmppaOSaTSFCRcNy9i6Tfj7mbN6EHCoFSFOJD0WgUsVgMzNOnkASDyOfzNEUtTqUAjaZ0Pu+SWb08jWHDCQjpKanqbL0IG6lch8OBX//610in01WnkFeinlR0LRS7jNXakKZWq6vKxEjEYkyNjcEei5XuJkIhYLFob35+HpLxcUAmw6PFmTLZbLbEV1UsFkMjFkMllUIqlUIikSAcDkOcTkMqlUKn0z1/UIulpufCww4bTkCAKs/WRbCVypUuvtHXQj2p6FqRy+UIBoM1C4jBYKgoILOzsxBEo8j+3/+LmY4OmEwmJJNJRCIRxONxLCwsIJPJUOe3/GITI8Mw0Ov1UKvV0Gq1z3eP+XzhGCORAEolLH19mPH5oNfrn4/cNBqBTZtqexF4WGFDCkg9PSXrkcpdDfIB50pA6qkCXVhYgFwuRywWw9TU1LLXibi/nT9/HimpFHmGge/+fTyTy8GIRLQbWCaTQafTQSaT0V4YmUyGnr4+SMzmwk7CbC78I///8WPg88+BfB5CAIJFIQJQSN9+8AGwzt3ULyobUkAMBgP8fn9N92mmrlyu7Q3NZnNNQWOPx4NTp07R9Ol///d/Y/PmzUilUiVpaQDouHcPnT4fzBMTkC4sQHXgALQdHc/tEsRiwGQCzGZodTrMS6XQb94Mid1e2GWsxLZtgEwGXLgAeDxQKpWFcvnOTuDYMaCtbQ2vBs9a2JACYrVa8fjx45ru00xdufWkomvBbrdjaGgI6cVYwkoQ0+lAIICHDx8uc3F7+vQpDAYD7HY7NWnSarWI/+lPePrf/420QgGxWIyRaBT7Tpx4vpvQ64HFOJMUQNWRi+7uwr+ZGWTv3sXA0BBe/l//q+7XgIcdNqSAuFyumgcpsZHKZQun08mZvWE+n8fw8DAYhsGf/vQnHD9+HIlEgto+koFY5LWTy+XPYw1FvPPOO3C73ct+rurqwtatW3E7mYR7yxbcj8UQ6u1lb+aNyQTb3r1YePiwKfqXXnQ2pICQ6PzMzAwsVUbn2UjlsgXJCpXbIdRKOByG1+vFxMQEjT1kMhl8++23dMSCVqvFSy+9BIfDAZfLRQOZuVwO/f39GBoawo4dO7Bp06bVY0VWKwQCAUQiESKRCNSLOxk2h2ap1WoIBAIEg0E4HA7WrstTOxtSQIBCRsTn81UtIE6ns2m6ckkq2u/312RvSPprikdsxuNx2sIvkUiW2Qju2bMHuysUYIlEIhw4cAD3799HZ2dn+UDzYo2IRCJBPB6HJpNBqI55NJUgf19eQNaXDSsgSqWypkFKpACq1vGPXCGRSDA8PEwNoIvJZrN0YHcoFFrWXyORSKBSqWA0GtHX1weXywWDwUCF0efz4fvvv4dQKMQrr7xS05r8fn/5pj21GlAooFAokEgkoJDJEK9gh1gPKpWqaYLeLzIbVkDqse8Ti8UIBALrLiB3795FKpXCxMQE/v73v8PpdJZMz8vn8yX9NQ6HgwYyqzEadjqd6OnpwejoaE27rVwuVzn9KxAAVivUz55hfn4eer0e+RozYtVgMBh4AWkCNqyAmM3mmlO5SqWyLpestTI3Nwev14upqSmEw+GSFG44HEYqlYJGo0FnZydtxKvF0Xwl3G437t69W9N9crlcafXnalit0Ol0mJychEqlgoiD19RisWBiYoL16/LUxoYVEIfDgVu3btV0H41GU5fpcDXk83kEg8GStv7i+AQxCtJqtbBYLNS2z2Kx4KOPPmJ9PQ6HAwzDIBqNVj0eQSaTVbdjsdnoiMt0Og15KrWWpa5IvYOyeNhlwwqIzWYDwzCIx+NVu7QbDIayqVyGYTA7Owu5XL7qNdPpNLxeLwKBAEKhEKLRKBYWFmhbP/H/MBqN6O3thdPphMlkKvkQMAyD+/fv48qVK3j33Xdre+JVQkrmJyYmqrIOWFhYoO5nOp2uvLHxYpBVLBYjFotBUcaMuV6I6N2/fx8vv/wy69fnqY4NKyBCoRAikQher7fqng+r1Vo2lXv+/HmMj49DKBTi4MGDYBiG+pOS+oniaXhqtRputxs2mw0ul6vq5jiBQIDt27fj6tWrmJ+fX/NxZTVUKhX8fn9VAnLjxg26W7pw4UL5Y9SigEilUiSTSSgymULL/Qr1JNUQCASQSqXQ1tZGhfbs2bMAgKtXr2JhYQGvvfZaXdfmWRsbVkCAQnl6IBCoWkAYhkE+n8fVq1fx2muvQSQSIZ1OY2JiAhMTE7Q6NJ/P48cff4RYLKb1Ey6XCw6HA06nk7XRlBKJBD6fj7OgrtForLpknpSqA6Dp7lWRywGtFkqlEuFwGAKGKXTi1vE8BgcH6dBui8UCu92OUChUEt/yeDy8gKwTG1pAqvXnBIBYLIbz588DAO7du4fR0VHkcjnkcjkIhUIolUoIhUL6wdm6dSsOHTrE2doB7lOVdru96uFOr776Kj2Svfrqq5W9RGw2aJ4+RSgUKqShp6ZWFZB0Oo2nT59CqVQuq24tbkmYnp5GLBaDRqOBSqWi83xWqojlaQwbVkDy+TySySTm5uZw+/ZtWiwVi8Xg8/kQDAYRDocRjUap9WAxcrkcu3fvRnt7O92qh8NhnDp1CqlUCvv37+f8OdSais5ms7hw4QJmZmbQ29tbscajvb29KptCoFDd+8knn1S9FlitdLSDQCAoWBOuEKtgGAZff/01rdk5cOAAtm/fTn9vt9vp74oDytlsFt9//z18Ph+/+1hHNqyAjIyM0N3HzZs3MTAwQLfhIpEIcrkcGo0G7e3tsNlscDgc6O/vx+PHjyGXy3HixIll4xMNBgNefvll9Pf3r9gfwjYWi6XiTFpCNpvFjz/+SL+xr1+/DrfbXbaEXKfTQSAQIBAIrDiHZk1YrVSU8vk8cn4/VnrFFhYWSgr+JicnSwRk3759MBgMSKVSJfYGYrEYL7/8Mp/KXWc2rIAUn9kBYNOmTdiyZcuqoxEA4Pjx44jH45DJZKvGMepp1KuXTCaDdDqNy5cv4/XXX4dIJEI2m4XX64XP50MoFKLFZUt3UABW/NlSiC8H6wJis+Hp06cACgLy8PJl9P3rvy67mVwuh8lkovU3Lper5PdCoXBVXxRizzg9PV11ywIPu2xYAenr68OzZ8/g9/vhcDjw5ptvPvekKEOllC8xF66lUa9W8vk8PB4P7ty5A6CQqhwbGysxK5bJZHQHZbfb0bboiXH69Gl6hKkm+KrRaKqyKawZsxmz2SzSCkXB6zQcBlKpgq9HEUKhEB988AG++eYbxGIx7NixY8XLkfiL2+2GZNE35Pr16wCAL774Am+99RZeeukl9p8HT1k2rIBIpVJ8+OGH+OMf/wibzVaVeNRyba/XW1ZAGIbBvXv3EAqF8NJLL9EPOIG00IdCIczNzSESiSCRSCCdTq+4c9BoNNi1axdcLlfZtO5PapyPYjab8ezZMzAMw+prBLEYRpsN4cXMlcViKWRiluwwgEVHsp4emm1ZypMnT3D27FkwDEMrcpdmYoaGhngBWQc2rIAQ1Gp1TU111aBSqSpec3R0FNeuXQMAjI+Pw2w2I5lMIplM0uMVmTmrUCig0WjgcrlgNpths9mgVqtx7tw5PHr0CGKxGCdPnmTdZDmXyyEYDCKRSODzzz/HBx98wGrNyaZ9++CLx+H3+wsCOj29ooAA5Y+GT548oUbL0WgUY2Nj0Ol0kEgktDalllm/POyx4QXEYDAgEAiwfs1K9RNL3c0YhkFbWxuMRiOsVuuy6tOVOHbsGDUh5sKhfXJykj6P2dlZjI6OYufOnew9gNUKu90Ov9+PXC4HcRnRJUfDcDi8bIC33W6nNTgqlQqffPIJJBIJIpEITp06hWg0ijfeeIO9dfNUzYYXEJvNVtcU+HJYLJaK9RO9vb0YHR1FMpmEzWbDBx98UFfmxmKxYGxsrN6llkWhUJT97zWzGLAWCASIRCIwVti1kcK5pQKydetWyOVyRCIRdHd30xiIVqvFa6+9hjNnzrBmvFQvDMMgGAxCIpEgFotheHgYer0ee/fubUjGbr3Y8ALidrtZz5q43e5Vz+sEvV6Pf/7nf0Y8HodOp1vTvJl79+7Vdd9K2Gw2HDx4EI8fP4bdbmc/hrAYIyI9MZUERKlUrhrQ3bTK2AYu3Nvq4eLFixgdHS352cTEBGQyGXbt2rVOq+KeDS8g5Gy81pkvxZBh1uFwuOxgazbmxBCntJmZmWXfzGywbds2zubwwmQCFn1LEolEIROTTgOrvCY6na7mbmji3ub1etHV1cXGqkuYn5/H7du3IZFIsGfPHhojSqfT8Pv98Pl8mJmZgc/nW/H+pFp2o7LhBQR4njVhS0DIjBOPx1NWQNjg8uXLAIDPP/8cR48eLd8F22xIJIDBQHtiABQyMavUnJhMprpSynK5HIFAgBMB+eabb+jc40ePHkEkElFTJ5JOV6vVkMlkSC3aFmg0GkSjUSgUCu7EuUl4IQREqVSy3lNSbru9FpLJJPx+P6amphAKhUoqUYeHh1tLQADAYinNhE1PryogDocDAwMDNT9EPYPEisnn8yWmTnNzc4jFYkin0zT7AxSyVj09PbDb7XC5XCW7y4WFBQwNDUEikWD79u1Ip9OQyWQbOv4BvCACYjAYWDcK0uv1VTXqZbNZnD17FsFgEF1dXXjjjTdo+jQQCGBmZgbz8/O0BoTYAchkMqhUKojFYpr2JZmKlmKxJ4ZhGORyOYjKxEFIZWkymawpnWw0GjE5OVnxdsTUiVTxzs3NIZFIlJhOK5VK6HQ6dHR0wOl0wufz4fbt2wCAw4cPryrgCoUCe/fupf/NVkd2s/NCPEuz2Vx1T0m1WCyWqtLDIyMjtF9jZGQEo6OjtGhLKpVCqVRCr9dj8+bNsNlssNlsJW8+kqqMxWINaeBjHYsFIpGIZmIMZQRELBbTeMbmzZurujzDMAiHw4jH4zh9+jSOHTuGXC5HTZ2Il+xKpk5msxkWi2WZ6XQxTqcTUqkUN27caL3dXwN4IQTE5XLhxo0brF+zGsvEpW/KXbt2Yfv27VV/w2q1WuzYsQOXLl1qzW+1JZkYQ4VjH5kLXI2AxGIxDA4OUvvHp0+f4ve//33JLk6j0dRl6lRMd3c3rl27hmw225p/Aw55IV4N0pEaiURYq1i0WCxgGKbiNXt7exEIBOgRZs+ePTU/lsvlKumDaSnM5tJMzNwckMmsOAc3lUohl8thdHQUdrsdmzZtQj6fp0Oxpqen6W6j+LhXzJYtW/Daa6+xmtIlIz8CgQDvPbKEF0JASM/El19+iXfeeYeVbAzxFPV4PNi6deuqtxOJRDh69OiaHotMYpuamio/k6UZkUgAvR4KhQLhcBj5XA7CUAhYMhCKeJmQTMbZs2dL4j8kPqHX69HV1QWn00l7nK5evYqhoSEYjUYcOHCAE5GVyWTw+Xy8gCxhQwtIPp9HKBTC6dOnARQi5T/++CM+/vhjVq6vVCoRDAbLCghbkElsLScgALIqFSLhMLLZLO7fvw/97dvwGI3LTKeXQsZo6vX6sqJw4MAB+P1+6hrHBWq1el1GfjQ7G0JAstksAoEAja4XT2rjEp1OV7Vl4lpptUlsxUcP6enT0IyPI97djZDNhrv37iHvctH4BEmLklm9sVgMu3btqum4p9frWW+aXHp9TmwPWpyWEpBkMlkSXSffXksntdntdjqpTavVwuPx4MyZM8hms6w2XZnNZgwPD7N2vXLo9fqqDZAbST6fXybexalR89QUutNpxDs6IM5mAYEArldfxZG332XkBygAACAASURBVF7xer/61a/qshaw2Wx49uzZmp/PalitVk6v36o0pYDEYjFMTk7SkQnRaHTZyASNRoOOjo6qJrW53W4cO3YMp06dYq0aFSik+OopfKqHahr4uKR43s1qqVG1Wg2z2Qyr1QqXy1U4enz6KcIdHdRqsU0oxKVHj7Bn//5VMyL1+JJw7RTncrlw5cqV1gxkc8i6CUjxFre4+i+TyYBhmJKRCX19fbDb7WsameB0OusqUioHGV6VSCQqu5SvEafTWbGBjw0SiQQ8Hg8CgQCdd7NS6TZJjbrd7vIubrkckskkRCIRcrkcOj/+GNceP8bExASrsSPSUjA7O1vWB7ZeyEjPubm5ZV65bEDqWRSLg8lbBc4FhGxxi0c6rlT9p9frsWnTJrhcrrK+pfVCipR8Pt+qnZ31XFMkEsHj8VQ9e6ZeSCPd3NwcKxWpc3Nz8Hg8dB5vcek2MZ3WarXYvHnziqXbVWM2Q6PRwOfzQSAQYDoUglKphN/vZz34LJFI4PV6OREQ0v/k8/lYFxCGYXDq1ClMTExALBbj3XffhWNJlqpZqUlAPB4PEokEurq6qCcDoZYtLinq4boRbSmk6YotAQFqH15VLyRt7PV6qxYQkoUiNRSkdDudTgN4Po9Xp9Ohvb2dpkZZLZayWOgORSwWI/L4MQw7d3ISz6nGKW4tcNX/ND8/T6uVs9kshoeHN56A3Lt3D1evXgUA3Lp1Cy6Xa9UtbnH1X8UtbgPRaDSsZzK0Wm1D0nv5fB5isRjDw8Po7OwseU2z2Sz8fj/8fv+KWShSum0wGFadx8sZZjMEAgGEQiGEQiHSXi9sJ06U+JmyRbX9SfWi1Wo5ub5CoYBUKqXC3ko9T1ULSPH8jWg0isnJSXa2uA3EaDSyPkfEbDbj4cOHrF5zJW7dukU9Vf/617/CZDJVnYVaV4pK2QUCAZipKbS1tVFHdTYxm82r+nKslWw2i7m5OUSjUfzwww84fPgwaybUMpkM7733Hk6fPg2BQFBxIFgzUbWAuFwu2pBmNpvx0Ucfsevi3QDsdjvr9oBOpxNDQ0OsXnOlLFQymaS/z2QyyOVyVWeh1hWjERCJqF+GIB6HiqOdT7X9SbVCOqqJL8jo6CgePnyI3/zmN6y97larFT09PRgZGWmpLE/VAvLKK69AqVTiwoULOHnyZMuJB/C8p4TNpijiGFZrdqdSFkokEkGpVEKr1aK3txe5XI4Klcvlwvvvv8/K+jlHKARMJqhUKiQSiUJb/2LzG9uQ/qRYLMaqCfXw8PCynWs+n8fExETNsS+/34/z588jl8vh8OHD6OjooL+bnZ1FMpnEd999h2PHji2LMzYjNX2Kenp68MMPPyAUCqG9vZ2rNXEGaYoKBoPLJqDVC8nuXL9+Hbt37172xq01C+V0OmEtGgtZTF9fH/7rv/4LL68wY7apMZuhVqup/cEcR0c+EmienJzEli1bWLvuSrVDEokEwWCwZgG5fPkyYrEYgMIQMJIxymQy1LNmYmICDx48YNchnyNq/hqWyWQIBAItKSDA854StgQkEAggn89jZGQEjx49wubNmxGJRKovtKphu2o0GmkmqaVef4sFGo0GQKG5cH58HOAosK5QKDA1NcWqgKw0QCyTydQVUC3+e5OkA8MwJc5nQH3FdOtBzQLCxaCmRlJLU1Q+n8e5c+cwMTEBp9OJ48ePI51OlxRaFb+JMpkMHj9+DJ1Ox1kWqiVf/6LxDiKRCCmvF+Ao7a3ValdNEedyOVy+fJmO/qy2DoVUPxfHodRqNQ4fPlzz+g4fPoyLFy8il8vh0KFDJena/v5+3L17F2q1uiENmmxQs4AYjUZOUnCNwmAwVJXLn5ubw8DAAC3BnpiYwO9//3sAKCm0crvddO6MUCjEL37xC07T1iaTibNMA2eskImpRkBisRgWFhZgXkwFV4PZbF42XoEwNDSEkZERAMD09DTsdnvVRWG//e1vcffuXTpt8MSJE3WlW81mM372s58BKPifFMdr9u3bh2AwSCuxW4GaV2m1WumHqtXIZDIIBoOIRqP4+uuv8fbbbyMcDsPn89FCq3g8TuMTSw1xX3nlFezevXvZH3dqagpXr17F3Nwc5zUvxVPaWoai8Q7pdBqC+XkIK3RKP3v2DGfOnEE+n0dXVxfeXqX5bikOhwN3795d8XekzmK1/67Ejh07EAqF6KjStTAxMYEzZ84gl8thx44deP311wEUBKaVPl81CwgXg5q4hhRaDQ0N0VSc1+vFH/7wBwCrF1oJBAJcu3YN9+7dg8ViwZ49e1Z8zlarFbt378Z333235rWSGTCxWGzFMQVut5v1TBLniMV0vAMpOpQvBhJXY3h4GPl8HkBhNm61/Ublep62bduGJ0+eYG5uDu3t7bDZbDU/lZ6eHoyPj6850zM4OEg9UO7evYs9e/ZALBbD4XDgwYMHdV+30dT8DiSFSTMzM2Wn068HpN3f7/djdnYWkUiEvmEFAsGyD9wbb7xRMdi2f/9+TE5OQiKRlN1GOxwOMAyDhYWFis1QpMQ8EAjQytF4PE4t/QgmkwknTpygAUigUK4tEAjg8/laLpBaHL+RL1Ywr5b6NhgMNHWqVCohk8mqephyPU9KpRKffPIJPv30UzidzroClcTQ6dGjR2vKkmg0GhoKKB7/4HK51m3S3uTkJO7cuQOlUolDhw5VVZZQ11cYGdS0XgISjUbh8XgQDAZpOf3Sdn+tVovOzs5lhVY3btzAwMAAXC5XVZH6YDCI+fl5zM3N4dtvv8XOnTtLSsZ1Oh1OnjxJC9Q+++wzvPvuu7DZbJienqa9QaQPZamgKZVKWj1qsVhgNpvxt7/9DQzDYGZmBv39/Th+/Dhdz/j4OBiGwXfffYcjR45w3oPDGhYLHe8gEAggj0bh9/tXHQZFZsrevn0bJ0+erGm+SqWep7X0tJAvoadPn65JQA4cOACJRIIHDx6gq6uLihk5Vp07dw5HjhxhtUAwEong8ePHMBqNy758EokETp06RXd9YrEYR44cqXjNugREqVRyngnI5/OYnZ1dZqa7Urs/cbWqpt1/7969ePz4cdlvtGLjokePHtEUm8fjKThsLaZklUolPB4PGIbBlStXABSOS//4xz8AFFJxEokECoUCGo0GDocDVqsVDodj1e340nP50vRecQn4hQsXcPv2bbjdbtaNhFnHbKbjHUQiEVSJRNlpckKhEHv27MGdO3dKsh/VUKnnSa/Xr2lOkEgkWnNPjFQqxcGDB+HxeDA6OopYLIbjx4/j22+/BVCIkZCiTTZIpVL48ssvsbCwAKBw1Mtms9RrhwhH8e2roS4BYXNQUyVHK4lEApVKRWensNHuv1rTldfrxTfffFOykykWJJFIhF//+tcl81H/8Ic/IJPJQCqV0je6yWTC+++/X9e3h1QqxRtvvIGbN29CqVRi3759Jb9XKpW0EEmhUMBisWB8fBxjY2P45JNPWK3AZJXF3SoREXksVlU6XSaTwe/312RmXKnnqdqZPquhUCjWPPM2mUxieHgY8/PzAApfTv/xH/9R8oURiUTqvj6pcg4Gg7SHp/jLaWpqClarFd3d3bSXbWhoCLdu3YJcLserr75a1ePUJSD1DGqqtd3f7XZz1pVoNptXfAMJBAIwDIN/+7d/o8KRz+dx584d3Lp1C2+++WaJKJDBzn6/HydOnMDp06eRyWTwzjvvrGnr2dfXh76+vhV/d/ToUZw+fRrhcBgffvgh9Ho98vk8PvvsM1y4cAEffPBB3Y/LKYtZC5KJkcbjiFbxLa5SqWrudq7U87TWnpnVMpGhUAhnz55FOp3GgQMHsGnTJszNzcHn81HfFRLrWmkkRVdXF7RaLXW527FjR9l1kEl7pMq53KS9trY2PHz4EPF4HAKBAG+//Tba2tpKrrd7927s3LmT1uxUQ10CotVqkU6naeVlMdU4WhWb6brdbs7dvJbidDrpuMJiSIAsnU5TAREKhXj11Vdx9+7dFbfSxO5///792LdvHy5dusTpLkCr1eKdd97BZ599RgPaQqEQfX19rDf1sYpMBuh0UCgUhdcxl0O+CmsFvV5fswVDpZ4n0jMTjUZLAtTV0tXVhcePH9MYGOHKlSt013Du3DmcO3cOwPMPslarRXt7OxwOB+x2O8RiMW7evIk7d+5AKpXi0KFDkMlk8Hg8CIVCmJiYQHd3N/L5PPx+P3w+35om7e3cuRMejwd6vZ4aVC2l1lm+NQtIMpnEjz/+CAD4/vvvce/ePeRyuWWOViQ+0Yzt/sSKMB6Pl9RtCIXCVR3GyAiH7du3l/y8uLK1UQOgNBpNwd1repqmIu12+4qi2FQs9sSQ10s6P1/xtbJYLDVbMFQaBFU806eeknfyzb00kFr84ROJRPjoo48qtiuQecCpVArfffcdzGYzFcynT5/i008/LZm0V2wnWeukPZlMVvXI0GqpWUCWnqXC4TAcDgcdRmy1Wpu+PqFYKHp7e0t+p1AoVmySMhgMK5ZIG41Gepxr5AAoqVQKj8dDBYSIIpuer6xTlIkBAHk0WiKCK+FyuWj1Zy1Uip2Qv3M9AkK+CJ89e1YiIAcPHsSFCxeQTqexf//+Fatc8/k85ubmaBd28VDwqampZbutvr4+7Nu3r2m+fJdS8yfdYDDAaDTSD9Pbb7/dktO6yBtoqYBoNJoVhcJisaxYQm6z2UoqQ4lvJtcCsrQnhtQ/lEuNrjsWC21RF4lEUCQS8Pl8ZQWE2F7W6gVbaY5OuZ6ZahAKhcvur9fr8U//9E8ACkLh8/loyn+1+IRCoaBfyFKpFL/61a9w69YtPH36FA6HAwcPHmzqgs2aBUQsFuMnP/kJ/vGPfyCfz7ekeACrv4FMJtOKATK3240bN24sm1lCKkPJVrxRA6AMBsOyVLpYLF5T5J5zinpiAEAZi1V8rerxggUq9zxZLBbaF1MrT58+pcVe33//PTZt2lQ2OVAuPsEwDO7fv49IJIK+vj7IZDIcOHAABw4cqGttjabuQjK3271q01IrYDKZVuwpsdvtK5YSk4a5P/7xj3j//fdpLwQ5tpCtOJkuvzTAxjY2mw1Pnz6l/53NZpFOp5t79OXiayaVSpHJZCCLxeCpIsNCWvS3bdtW9UMtfX2W4nA4MDg4WPX1YrEYTYs+evSI/vzRo0d48uTJMi/gauMTAoFgWVytlag7WOFwOHDv3j0219JQ7HY77t+/v+znxGGsOIKfTCZpai2VSuHUqVPYuXMnuru7MTU1BYZh8NVXX2H37t20PPmLL77gtDNXKBQim83i0qVL2Lt3L/7+979DoVDU1d/RMJRKQKWCXC4v2Bvm88hWsVvTarU11x253W5cvnx51UwM8eA4d+4cDh06BKlUWuISV1y8uDQ5IJFI6FFEKpXit7/9bVMfM7ikbgGp18qvWVit50Aul5f0mmQymWVBvHg8jitXruDOnTv0jZTL5XDjxg16m3Q6jZmZGU4EJB6P4/LlywCABw8e4MGDB1AoFPjFL37B+mOxzmJPTDgcLnwoq4hDmM3mmr1sSabq3LlzOHz4cMl7NJVK4cyZMwAKrQETExNgGGZFl7iuri467oKIRDabxbVr1/DgwQP09va+sOIBrEFAWiJoVwZSBObz+dDZ2Ul/7vf7wTAMzp49i+PHj2NkZIRuhSUSCSQSCRKJBABgYWGhJB5SbM0vk8k46xVaWnrsdDqbt4BsKUszMbFYxXoMu91e82736tWrYBgGT58+RSAQgMFgoC72xQ2LQOG9vHPnzqpd4sRiMQ4dOoQHDx601MBzLlhTvlUul7esgExOTiKfz+PMmTM4evQoOjo64PP5cP78eQCFb5ml7flLt8MWiwUHDx7EmTNnkEgk8MEHH0AoFOLvf/87XnnlFc5GFBoMBnR3d2N8fBxCoRAHDx7k5HE4wWymfUgCgQDKWAyjo6PYs2dPmbuYkc/n8ezZsxITYkJxfIJYIZCeD6BwBM3lciUucXfv3sW9e/cgk8lw4sSJumYmCwQCTufQtAJrEhCNRtOQoUpcQI4lDMPg+++/B7Dch1IqlWLLli002Eba9YHCGfvtt9+GRCLBiRMn8MUXX9DAqlKpZK1XaCUEAgGOHj1KjXgbPeFvTRT1xAiFQqiTSTx8+LBEQEixYiwWw86dO6lB0KlTp9DZ2Umb2VaKT2i1WnR3dyOVStFjz6ZNm0o6moGCTQMxh6q1+pJARlW8yKxJQIxGY0khTCtRbJlP4gdyuRyhUAinT59GLBbDyZMnYbfb0dPTg4GBgZIBUtu3b6fXIGXBJPOy1hqDanE6na1lb5hOA9ksmEAAmpkZzBsMEM3OIhqJ4E9/+hNOnjwJnU6H8+fP0/fV2bNnSy7x7NkzaLXaVeMTxXR1deHUqVN46623VlxOtR4jq2EymeD1elvKXItt1iQgNpuN9UFNjeLIkSM4ffo05ubmcPLkSRpkM5vNeP/99/Gf//mfdFtrMBhw8OBBJBIJeL1eOJ3Okkak4loFnU63aoqYbdxuN65evdp8b+CFBSAUAqanS//NzwMMg9idO1CEw4io1RCJxZAkk4gLBPj8889XvJxCoaA7v71791Y9ua2jo4Om2LlIb5Nha81ortUo1iQgLWmvt4her8d7772HP//5z8sai0j9RvEbQyqVYtu2bbSj+OnTp2hra0M+n4dUKqWVrVu3bl01Rcw25OgSDodXbY7iDIYBEonlIhEKAYu2kUAhbjQ/P0/jEul0GjKhEDCb4evpwazbjeziTsBkMuHdd9+l3hXpdBqvvvoqtm/fjvHxcahUqpKAdzVIJBL4/X7OBAQoxNN4AakD0rQ0NTUFp9PJ1poaRrneFTI/xmKxYH5+Ho8fP8adO3cAgAZfCSdPniwZvExSxI0QVtITw5mAMExBEIoFgvz/xWwUUEhbE2tGIhRkuDdxX5PJZDAYDBAYjQgGg0ipVFhYFGuRSIQTJ05AqVRCqVTi4MGDuHjxIvWlqKWIrBilUslZpoS85j6fD7t37+bkMZqdNb+7pVIp/H5/SwoIsHrvCrG9m56exhdffAGpVLos/adWqxGLxRCPx0tKo4tTxFz7lq7Fnq8EhgHm5lY+ehQFCpPJJCKRCLVpSKfT9HUhRzmZTAaz2QyNRgO1Wv38eCUQFGblWizQyGQYHhuDXq8HwzBIJBIlqVypVLrMja0e1uo+Vg7im9GIeFezsmYBaclBR0Ws1rtC3njk7J3P55e9oY1GI3bt2oUtW7ZgYmKipDSaCCvXAmIwGGpLJebzQDi88tFjsZCKZJsikQji8TiSySQd6A0UPjgSiQRyuRx6vZ4KBc1iiUSFUQ5mcyHrQv6ZTAWHdgA6AOnf/x5qqZRaVRbHctRq9TKbvXowmUyczjGSSqUvdCZmzQJSj+FLM7Fam77ZbKY7iJMnTyIej0MsFuPChQtgGGbZrJKl4wTUanVDXher1bqyO1w2C8zOLheJUAhYFALiiRKNRkuEgnxwRSIRFQqTyQSNRkOPrQAKYrBUJCwWwGAoiEgFiJEU+QAWx3JIfGetlc4Oh4NTnxSDwUDHmzZVILtBrFlArFZrzYYvzYTFYlkxFe10OqntXfEu4vHjx3j27BkmJibg8/mQyWTg9/tpPQwprGvUBD+32407588jc+sWJPPzz8Vidraw20Bh9xRbrPgkzvBktg9QEAqpVAqlUgmVSgWtVltaBCeVLhcJiwXQ6YA1fGi0Wi3i8Tiy2Sw9ShIBEQqFEAqFmJqaWtMuzmq10iMSF853drsdgUCgoq/JRmXNAuJyuZozlVglTqcT/f39y35O3njEwNjr9WJychLPnj0DUOh9+eqrr0qcovr6+uByucAwDObn5xGNRnH+/Hm8+eabnL029+/fhy4YxL3/83+o/R0p2U6lUtTFHiiUYBPvWbVaDa1WW1oLoVCUCgTZXWi1hfgFyxS7b8lksmWxHIlEglAotCYBKZ4T093dvab1roTT6cTAwAD8fj8vIPVAPBrm5uaqnjPaTJBvvKWGNSQg+Oc//xnA83m4xHgZAHp7e/Hmm2+WXC+RSODGjRsIBoMAgIcPH8LlcrE6v4X4znonJjBx7x60DANJPI5ng4PIqFQQiUSQyWTQarVUKIoL56BWlwoE+adScSIUq2G32zE4OAipVAqRSLQs2CmTyVgJgMrlckxNTXEiICT4vhaX91ZmzQJCAmper7clBaScYc37778PACVjJH744Qfqg0Lmt5L0JSmrZmO3sdT6bm5ubpnvrCadxvZz5yDMZmGanIRcp4PxjTeeX0SrXX7sMJsLbfVNAIkbEWFeOipBpVLRUaRrodiHlW1Imr6V44BrgZUiBdZSietALpeDSCTC0NAQ7cYk6HQ6eL1ePHr0CDMzM4hGo/RIAxQCfLOzszAYDOjq6qKDo4RCIS5evIixsTGYTKay33xkLg6x5l9pLg6x5l/mO5vPI/rkCR6PjSGt18P20kvAyZNAW1tBKNZYqs015Hghk8nokasYrVbLSqm+0WiEx+NZ83VWQyKR1Dz8aqPAioDodDpOm8e4pL+/H6lUCqlUCp9//jl0Ot2y3YRcLqduU9lslpapOxwOfPjhhytet7e3F2NjY5iZmcGDBw/Q09ND5/YSMVptLo7VaoXT6VzRmr8EoRCazk6Yw2GEBAJ0vvQS4HQCixWSrQDZfZBZKcVZF71eT53g1gIZvsUVq/novgiwIiBms5me+VuNYuHL5XJQKpXo7OyEw+GAzWZbsZJ0y5YtWFhYWDG4F4vFMDk5iZs3b9KfXblyBVeuXKFiRKz5ybiLNZkOWSzQaDTPz+DT00ALDd1Wq9W0HUIoFMLj8aC7uxsMwyAQCFDf0SNHjtTdNetyuWjWiYtgtt1ux+zs7LIxIS8CrAiI0+mkZd6txpYtW+j2tru7G0ePHq14H5vNhpmZGQwNDdGJYGTXAhS25sVFZ2KxGL/+9a/X3P25IosOXwCQyWQgabGiPnK8ILGQYDCI7u5uTExM0IzXo0eP4HQ66xrBAIAO4OKq6c3pdOLBgwfwer2tM+ycJVgREK5z7VxCCsLOnDkDmUxW0r+SzWbh9/upNf/8/DwWFhZojwepndDr9eju7obT6aQBV2I7mEqlsHfvXm7EAwAsFggzGajDYSwMDRWyLW+8UciotAA2mw0PHz6ktShcBTtJUx1XAgIUaoB4AannIoumLCtNdGt2crkcfvjhBwCFmgpy5ibjOAUCAa3zsNvt1HG7kuO6SqXCiRMnuF08wwB37wLXrkE/M4N8LFboW/l//w84cAA4erShadl6INP8SIUrybq0t7djy5YtdD7KWt9XSqWSs5YLErNp1UTCWmCtVZRsP5tZQEh8YmpqilrfkeAdIZvNoqenhwpFUxtGnz4NDA8Di2ndbDYLJJMF454ffyyUkx85st6rLAvpoVEoFMhkMjSbIRAI8MYbb+CN4rT0GqjH2b0WRCJRSYbuRYE1AWmUC1c1zM3NwePxIBgMLqufEIvFUCgU0Ol0cLvdcDqdGBsbo1H648ePt8awrHgcuH69UEquUEAkEtFeFkkiAWg0wJUrwP79TZ/OlUgkEIlESCQSnPnLmEwmTps+lUolKzUrrQZrf6XVJrpxRT6fx8zMTMkMj0QiQQOZK1nzkxqNpRDB8Hq9rSEeADA0RJviUiIR7RoOhUIwhMOQazSFncjwMFClg9d6oVKp6IBprvxlSNUrV1itVkSj0ZY011oLrD1Th8Ox4kS3tbK00IrMGC0OZKpUKhgMBvT29sLtdleun1iB9vb2hgpgOXK5HIaGhpDJZLBt27aSxrZsNotgMIjYnTsQjY8jmUxCHIlArNMhK5UiK5NBKpWCHryWVHc2I3q9HrOzs8jn83QoNtsCsrRbmm2cTicePXrUsuZa9cKqgKzFhSubzZYMIyYZj6WFVlarlcYnapmVWgm3290wF7FKXLp0iZbL379/H3q9HtFotCSwaw8GsTmdhlKphLSnh07IEwqFUBe7tC+mMJsZs9kMr9dL/85clIVzPceIeOQSz9wXBVaDqAKBAB6Pp6xvZTqdphWZoVCIVmQWZzw0Gg1cLhcttKpmxihb6w8EAut+jCn+AKVSKQiFQmzatAlWqxVut7vwDZpMFrIti0c2i8WCBw8ewGQyPU8ZKxRAX996PIWacLlcuHHjBuRyOUQiEebn5zl5HJlMhkAgwImAkPdoS7nkswBrAvL06VMwDIMzZ87grbfegtPphMfjQSAQwOzsLKLRKJ2oVlwe3tHRAbvd/vyDsY7IZDL4fL51F5De3l5cuXIFANDT04MjK2VS5HLg8GFgceyBTCajM2cpR48CxV24TQqZpyOXy2k9EReoVCpOA/0CgYAz8WtWWBMQ4qlBBhYDWDbsx+l0wuFwlMyibSYa5SJWie3bt8PhcCCdTpd3Ez90qJCqvXgRWFiAXC4vdLQqlcBbbwF79zZu0WuAdESTsaGkkZBtiHsYV8jl8heuqY41ASmutFSpVPjlL3+57rGEWtHr9U1TDFS1y/r+/cCePcDYGJi7dzH66BG2/+//Tb1HWwVyhCQfwKX+LGxgs9lYac5bDYPB8MIdYVjrLDpy5EjBsl8gwLvvvtty4gEU3mBcbZ85RSIBtm2D8d13MWO1It+CznBarRbZbBa5XA5isZiTD2JHRwey2SzN4LENOfpGIhFOrt+MsPZO0+v1eOedd8AwDOvfHI2iuGuzWWAYBoODg/j+++8res+S170VBz6bTCZay7KSvSEbqFQqCAQCznYJ5H1z4cIFzkSq2WD1q4p0PbbqmAfyAWymgeEjIyPo7+/Ho0ePcPr06YpBOuIO12rY7XakUilIJBKIxWLORFChUHBiLjQ9PU0tHAKBAB0IvtFh/ZxBJrq1qsFs8US6ZqB4O0zc1cs18nHZNMYlZJof2SVwVRau0+nWtLuJxWK0TaI4u7h0ZtCLEkxlXUBWG9TUKjTbPrKNfwAAH2hJREFUB7C3txcjIyNIpVIwm80VZ7zq9fqWPMKQaX4ymQypVIq2JLCNzWbDyMgIGIbBzMwMHj16tMx2kvjRejwe2iZR7FInEomgVCqh1WrR29sLh8MBh8OBS5cu4eHDhwCAl19+mZP1NxusC0irvoEJzbZ+vV6Pf/mXf8Ef//hH9Pb2VnTlMpvNLesQTkSE1Aul02lWU/75fB5+vx/JZBJ/+ctfEI/Hadzi7t27yGQyK/rR6vV6bNq0qWw/FQC89dZbmJ2dxczMTMmYzo0M6wJCypJbFTKRrpkgb+RqdnZcT2LjEo1Gg3w+j0wmA6FQCK/Xy0rVKGmTGBsbo9abS49IsVgMLpcLVquVtknUY3/ocrkwMzPTFC0RjYD1Z0jKklsVl8tFJ9I1E9XaJbSyO5zBYIDf7wfDMHWVnSeTSVr9TIyri/uHlu5mSOGXQCDAyZMnYbVa1/wc2tracPfuXfj9ftofs5HhZAcCFIJ/2hZo5FqKxWKhE+ka0YNTLWazGWNjYxVv18rucFarFY8fP6bf/BMTE3j55ZeX/R2i0WhJILPYGEooFEKhUECj0aCrq4v2U5E2iZGRETx8+BAWiwW7du3C//zP/0AsFrMiHgBo8uDZs2e8gNQDKUv2eDzYunUr25fnHKFQSD+AfU3UiOZwOHDv3r2qbtsK7nBLYRgGk5OTtH4imUwimUzib3/7G5xOJyKRCOLxOB3VSYyhtFot3G43DWRWOjb09fWV/F3tdjurs53J47dqHKpWODmkKRQKTE1NtaSAAIX1B4PBphIQp9NZdWCxleaUEL+XsbEx6sJeTCaTwczMDMxmMzZv3gyXy1UyKXCt2O12ap3AFmKx+IVxJ+NEQJrJ3rAemnH9xM+imsCi2WxuGnMkQjqdht/vh8/nw8zMDCKRSInfi2SVrmGtVouf//znnAUkSf0Jm0FPpVL5wpSzc/JXsVgsGBkZ4eLSDcFsNtN8fjMhl8urCizabDZO3OGqgQz+JjYOsViMBjJJnQcZrGWz2eB2u+kwppGREVy+fBkCgQC5XA4Mw+DAgQOcZjOIGzybPjBWq5UXkLXAtf8k1zgcDgwNDa33MpZR7ZBoLr5Vl0IKraamphAOh5cN/pbL5dBqtdi8eTMNZFY6evX19WFychKzs7OYn5+HTCbD9PT0ihMA2YRtH5iOjg6Mj49z0lHcbHDy7uLaf5JriD0j24VMa6XaIdGkNd7n863pw5fP5xEKhahxNfGjLZ7ARwZ/t7e3w+l0rjoOtFqsVmuJvWEjqoLZ9oEh2ZeJiQleQOq66OJ53efzYdOmTVw8BKeQiki2CpnYgkxxqwZSR1GNgGSzWQQCAfh8vlUn8BUbVzudTphMJk7mzLpcLvT390Mul0MsFjdkaLvBYGB1tjP50pmYmMCOHTtYu24zwtnhkpzXW1FAgOrjDY2ETHGrNCSalGKPjIzA5XLB5XIBKKRGiXE1KbRa6kdbPIHP7XY3vJbHaDQCKGTC1mJvOD4+jh9//BEikQjHjx8va3RstVpZNxoSCoVN1RLBFZwJiEajaemmumaxNyyGTHGrdF6/fPky7Qb9+uuvqVcqKbRqRj9aglAopIOmyC6okmAWQ6pRz58/D4ZhkMlkcPXqVXz88cer3sftduPy5cs1PU4lXhR7Q84ExGg0slqg02iqjTc0EtJF+s033+DIkSMwmUwlg7WKO0aL6erqQkdHB5xOZ0v0Z5ASfPIB7O/vx759+0o+3MlkEpOTkyVl68Wm3cWsliImEHuEUCjEWkWqwWBo6Z6wauHs3WSz2aoqvW5Waok3cEk+n0cwGITP58OdO3fozy9cuABg5Y5RgUCAb775BplMBlu2bGFtvmyjIB3RucXJe/fu3cPExASkUmmJ/wbJ9uh0OnR3d8PlclGRDAaDuHLlCsRicVXPXyqVwuv1siYgnZ2d8Hq9TReIZxvOBMTtdnM257QRkPWzua0tRzabLZmXs7TQSiqVQiAQ0NubTCZ89NFHq67tt7/9Lf793/8dW7Zs4XztbGOxWOD3+0t+Fo1GYbfbqf9Gpd2UzWbDRx99VPVjsu1j09HRgcuXL8Pj8dQcB4zFYhCLxU1zrCwHZ59sUqATDAZpEK+VIM5YgUCA1UljiUQCXq+3ZF5OuUKr4sFa8/Pz6O/vh0AgWLalX4pIJKL2hqTBsVVwuVy4efMmhEIh9et49dVXsWvXLs4ek20fGPI3e/LkSU0Ccv36dQwMDEAkEuHYsWNlh7Q1A5xuDaRSKfx+f0sKCPB8/fUIyPz8/LJCq6Vbb61Wi02bNtFGsErfODqdDidOnKh6Dc3mrlYtxE5So9Egm80ilUpxKh7kMdmOWZBB4ZUort4lFdy5XA6Dg4MvtoA0YyajFpRKJXw+H3bt2rXit30+n8fMzExJoRUJZAKlhVZtbW1wOByw2+0NO9Lp9fqG1FGwTfGgKXIM5voo6XK5cP36ddauNzc3B4ZhEI1GMTIygr6+vqqqd4t3Xa3gasbpO1mv17esgExNTdE3wTfffIOdO3ciEAjQQqtEIlFSaKVUKmEwGPDSSy/B5XJxVmhVC61sb6hQKACgZNAUqRHhAjLIa3Z2lpXHIZMaAeDixYu4ePEigMrVu+FwGHfu3IFUKsXeFpgsyKmAWK3WlkrlFg/+fvz4MU2HkuIrmUwGlUoFq9VK4xPNXKrcyvaGWq0W8XicBuG9Xi+nAkLqTyYnJ1l5nKVfHj/96U+rsiEwGAw4evTomh+/UXAqIC6XC1evXm1YJqNaYrEYvF4vgsEgZmZmaHyiePD30vX+5je/od+KrYLdbgfDMIjH47TjtVWwWCx098rVoKmlqNVq1h7n9ddfRyQSwczMDPbt29eyY04qwfkRBihsy6qe9coSxJrf6/XS48jSM2e5wd/5fB4DAwO4efMmjhw50nLiATx3V/N6vS3lTgYUdk+Dg4OQSCSQSqUNKQs3GAysDRXTaDT46KOP8Lvf/W5DV6RyKiBkW+j1ejkTkHw+j6mpKfh8vpKO0aXW/DqdDp2dnTSQWWlHJBQKsXv3bgwODnI2o6QREHe1VhQQhmHW3BNTC2zbG5L3mMfjwb59+1i7bjPBeTqArVQiseZfWmiVzWZpoZVKpYLJZMKWLVvgcrlgMBjWfHRSKpUIBoPYvn37mp/DetBK9obFkI5uqVTK6aCpYtra2nDlyhVWj9wb3d6QcwHR6XQ1pRIrWfPLZDJoNBo65KetrY1T9/Ra199smEymprM3rBaFQgGBQEDrZ7h2ytfpdLT40eFwsHJNpVLJC8haEAgECIfDGB0dRW9vL/05seYPBALLCq0qWfM3EpPJxKpXRKNxOBzrZm+4VjQaDd19NMopXyqVwuPxsCYgNpttQ9sbciogXq+XOm3/8MMPuHXrFtLpdEmhlUKhgE6nq8mav5E4nU4MDAys9zLqhrirtWJPUvHuiYyq4FpANBoNq9W7mzdvxsOHD1vWna8SnL6jliqvTCaj8Qmz2dxUqd3VsNlsLTvpDWDP3nA9cDgcGB4ehlgshlgsbkgsh1gksAVpgxgeHi5bjj89PY2rV69CKBTi0KFDTV1fVAynn+Curi7qtaBQKPD+++9j165dZQcUNxvFk95aFWJv2GqQWTikLqcRsQSHw4GFhQXWricWiyEQCHD79m08ePAAsVhs2W3S6TS+++47aitJrBpaAU53IHK5HB9//DH+8pe/oK2trWW3cK046a2YVu1JIrsnmUyGdDqNVCrF+WO2t7ezYkORTqdx5swZTE9PQywWI5PJ4NKlS5BIJOjs7KR1SaSAcel9WwXOD8VisRg6na6l/SFbNRVKYNs0uJHIZDIIhUJaAMh1LIHsdrxeLzo6Ola9XSqVwsDAAHK5HF555RV6vCUFjP39/SsehTKZDDweDwwGQ0kB4+TkJH744QcIhULs37+fs+fHNg2JqrVyKhFozklvtWCz2Vg3DW4UGo2GjtggH+zNmzdz+phyuRwej6esgJw7dw6Tk5MAgLGxMSgUipICxtWO6CqVCj//+c8hk8lKfr5582Zs2rSpxDSqFWiIgLRyKhEoVCi28vpdLldDWuK5gHjTMgxDnfLZFpB0Oo3h4WGIRCI4HA4kk0ncv38fEokEu3fvXrWAsfj+bre7pIAxn8/j9OnTy2JnCoVimXgQWk08gAYKSKumEoHnwbxWXT8JZM/OzracO5nNZsP4+DhEIhGkUilrvSrFnDlzhh43JBIJjUkMDAxgYGBgxQLGeDxOO5137dq1rPVeKBSuGHjfaEVlDfk0kGBYpXNls9LKqVACMQ1uNQEh3rRKpZKVTEwkEoHH40EwGKQFjMXNbuQIQvjkk09WTakajUacPXt2Vd+OV155BTMzM/SoAwDd3d1rWn+z0bCvU5JKbEUBAWqb9NaMtKq9IZmFo1AokMlkqkqx5vN5zM7OlnRiL3WKKy5gDIVCdLewc+dOxONxRKNR7Nixo2w9BrEbnJ+fp7u8Yl577TUAwLVr1zA0NAS9Xo+dO3fW+hI0NQ0TkI0waKoVP4CEVrU3zOfzEIlEiET+f3t39tvE2YUB/PES7zZexmN7bNaQsAmqRr0AIdpCEJvUqhe9aKXe9s/qZbmoWrUSqBsVRV0EhJaSlDYhxUD6eYsdJzFxYuNl5ruIZmrHsWOPxzMeOL+rVMX4RUqejN/3Pec8l54OvvrqK1y4cEHaExFHcoqV2OL+xMjICJxOJ7xer3TisV1TH0EQ8Msvv+Cff/7pqWpWbL2YSCS2DRDRyZMncfLkSRn/+uGnWoD4/X6kUim13k5xfr+/ZdSAnjAMo+j6Z2ZmkE6nsXfv3oFeL//111+bNiyBzXaTn376KQRBkCqxXS4XgsGg1CnO5/N1/R4GgwGHDx/G7Oxsz+tzOBzIZrM4duxYz699GagWICzLIh6Pq/V2imNZVtdHuRzH4ffff1fk73r69Cnu3LkDAFhYWIDX60U4HO77711fX5f2J8SRF+0+skQiEZw9e1axTmtiv5peK3537dql6ztC/VItQGKxmG6PEgH9r59lWcXaG269jr3d9exOVlZWpJaS7TrFud1uHDx4EKVSCY8fP256vcViweTkpKJd4sTubalUqqcbxwzDyHpyeVmougcCbBYN6bE/pDilXsn5qWoSf0ASiURTWwU5xsbGMDs7i9XVVdjt9m03xnmeRy6XQzKZxNLSElZWVpouWpnNZjidTuzatUua28uy7LbH5LFYDLdu3YLNZoPNZkO9Xh9Ii0mbzYZsNttTgOi9Wrtfql5qsFgsSKVSugwQQPn5qWoT2xv2GyA2mw27d+/G6uoqSqUSbt68KY3w2NopTtzIDAQCOHz4MKLRKPx+f09PcQcPHsStW7fgcDhQq9UULXZr5HK5ei650Hu1dr9UDRCn06nrkwyl56eqzePxyP68vrVTXGNtzcLCAhYXF+FyuRCJRBAKhRCLxRQbjCT21jWbzSiXywP7KOnz+Xquum6s1tZrsWU/VA0QpeePqk3v6/f5fIjH46hWqxgZGdn2z2x30aqxU5w4ktPtdkuXuvbs2YNLly4NdO0OhwM8z0sVufl8XhqBqZRgMNiy39INu92OTCZDATJog5g/qiaGYXS7/nK5jCdPnqBcLuOzzz7Dm2++iXw+33Yk506d4mq1GmZnZyEIAo4ePTrw9Yv3WOr1ujRoqtcA4Xke6+vrcDgcMJlMLf+f4zhZTzf9PNnpnaoBovT8UbVFo1Hcu3dP62V0rVarIZPJIJ1OY2FhQdo7WF9fxzfffCON5NzpotV2zGYzjh8/Puh/giQYDCKTyUh1Kb1+FK7Vavj666+RyWTgcrnw7rvvthzXipfBeh2jGQgEdH1FoR+qBoh41t7u6u+wE+tInj9/Lp3KDIPGkZz5fB7Pnz9HuVxGvV6XfuC2VoBeuXIFsVhMoxX3TrzHYrFYYDabu7pVK/bmSKVSePr0qdSVrVgsYn5+HhMTEy2vMZlMmJ+f7/rmqCAI0gnTd999h8nJSV0WXMql6r9UvPqbTCZ1GSCNV5fVeGzfqlgsNl202m4kp9vtxp49e6SNzMaTgXg8jlu3boHjOF2FB/DfPRa73Y5isYharYaffvoJZ86cQb1el560xJOgrcPFtgbodpfFxAZBMzMzEAShq8Y+yWRS2nhdWFjA7Oysqk9mWlM9KsWjRC1+AJVgt9uRzWYHtn6e56WLVrlcDisrK9L+xNaRnGNjY4hEIohGo1391hsdHcX09LQ0NFxPxHssYrtBAJibm8OjR4+kK+3i8HOGYRAKhcBxHLxer/SRLB6PIx6Pg2VZjI2NtbzHo0ePpK/n5uZkdQbTY0+PfqgeIHpvb6jUhhnP89JvzVwuh0KhsO1ITq/Xi/3794PjOIRCob6PLn0+ny4bLAObJzFbw+/YsWOYmJjoqs3h6Ohox2ZEgUAAhUIBALpuexCLxXDixAnE43GEQqGBj50YNqoHCMMwmJubU/ttFRMMBntaf6VSQTqdRiqVkvYnSqWStD8hFoIxDAOWZRGNRpt+ayqNZVndtjf0eDxYX1+X/jscDuPUqVOK/dZ/66234Pf7wfN8T6NMX+Zq252oHiDhcBjT09Nqv61ijEYjyuUypqenceLECembd2NjQ9qfyOfzUqMacX/CarXC5XIhFotJFaODHNPYjp7bGzIMI3Ukczgc8Hg8in5kEFsYku6pHiAcx6nSXXsQCoWC1Mbu7t27ePjwIWq12raFYKOjo9JITovFovHK/yM2yBnERaxBi0QimJmZkU5iXtW7F8NE9QARp66r0V1bLrEQLJVKNV202truzmQyYXx8HNFotG0h2DASa5L0FiDiLx+xxWSvVcBEeZp8xw+qu3avarUaUqkUMpkMcrlc20Iwv9+PQ4cOIRKJ4Pbt21hcXITJZMLly5d1eRyt1/aG4i8fi8WCcrmsyqAp0pkmAeJ2uwfSXbudxkKw5eVl6aIVz/PS8V+3hWDvvPMOvvzyS2lglh7puaZHfPpQa9AU6UyTAPH7/fj3338V/3u7LQTbv3+/tD/R6zef0WgEy7IDWb9alG5vqCa3241qtYpKpSJVwb5snc71RJMACYfDmJ+fl/VanueRz+eRSqW66ri9XSFYv0KhkOz1DwMl2xuqLRAI4NmzZwA293LS6TQFiIY0CZBoNIp6vd6xvV6tVsPi4qLUcVu8aCXeQuynEKxf4qwSvQ6aEq+F99r/cxiEw2HMzc3BbDbTScwQ0OS7/48//gAAXL16FZOTkzAYDG0LwcSLVizLSvcnOs3qUIPD4YDBYMDi4iKi0aima5FDvBaeTCb77k6mtlgsBp7n4XQ6YTKZXrpJb3qjeoBUKhX89ddfADYrGX/44YeuCsGGjXgUqscAAZRrb6g2cRPVarXixYsXTVPliPo0uQdit9ul3hTj4+N4++231V5G31wul6onSUrTcxMcq9UKo9GISqUCnudRqVSG6rLeq0T1u8xGoxFXrlzB6Ogojh8/jtOnT6u9BEV4vV6p8EqPAoGAbi9iuVwuKTiMRqNuT5ReBpoUQwQCAUxOTuLUqVNte3MOu1AohI2NDa2XIVs4HNbt47/P50O5XIYgCBgZGdH1xEO901c11RCJRqOoVqvgeV7rpcgSjUbB83zL2Eg9EMNPvJWq54+SekcBIpN4C1WvNzotFotUk6Q34pRAm80mDd4m2qAAkUmcVaLHH0CRxWLRZXMhsczAZrOB5/mBDZoiO6MA6YNei9JEbrdbt4OyxJL+arXa1OaQqIsCpA9yi9JevHiBmzdv4tq1a5rW1Ph8Pt0+/judzqZBU3r9KKl3FCB9YBimqcVet6ampvD48WOk02ncuHFDquNRWygU0u3j//j4OJaWlqRNbHFkCFEXBUgfIpGIrB/+xuNTLR+/G9sb6s1rr73WNKqB7oJogwKkD+FwGIIg9PwUMjExIX3zv/7665pd2ReHY+npGLRWqyGRSODu3btNDYXEVpNEXforJR0iYlFaIpHoqaYkEAjgo48+wieffKL5QGaLxSJrzuygddMEymAwSGMe7Ha7xit+NVGA9EluUZrJZILZbEY6nda0s5nWJ0mFQgHJZLJjEyi32419+/YhHA4jFotJTaCy2Szu378Pq9UqawgU6R8FSJ/cbrfsojSbzYZsNqvpMCJx6v0g8TyPpaUlJJNJLC0tSbNk+20CxbIsLl26NNC1k84oQPrEMIzsyewul0vz48dgMKhYLUmtVkM6nZZm1BYKBalJNbD5ccnpdMLn82F8fBwcx4FhGN3NpyH/oQDpUzgclvqb9Mrv92NhYUHhFfWG4zj89ttvPb2mcX8in89jbW1t2ybV4XBY6u0ibtiSlwsFSJ/EojQ5PSlYlm0a6KwFu90OQRAwNTWFN954o+lpoFAoIJFIIJvNbrs/IQ7R6qdJNdE3CpA+iUVp6XQae/fu7em1HMehXq9rNmZSEARcu3YNAPDgwQM8efIERqOxZX9CHCMZi8XAcRzC4bAue8ES5dF3gQKsVqusABEbGqsxZnKn/Qlgc77v7t27cejQIXAch0AgQPsTpCMKEAW4XC7ZRWkjIyNIp9OKBUi5XEYymWzanyiVSm33J549e4ZEIgEAOHPmDMbGxhRZB3k1UIAowO/3yy7rdzqdSCaTOHHiRE+vKxaL+N///odsNovl5WWsra1te39i7969LfcnGh05cgQ3b95EMpmk8CA9owBRQCgUwuPHj2W99ujRo7h9+zZmZmZw5MiRphaPPM9jZWUFyWRSGqJVLBZRrVYhCIJ0f8Lj8UizezmO62l/wmAw4ODBg3j69Kms9ZNXGwWIAsRBU3I2Q1dXVyEIAu7cuYOHDx/C7/dLQ7Sq1SqAzY854hCtAwcOgOM4sCyr2P5EJBKh7uZEFgoQBbhcLmnQVCQSafvnKpUK0uk0UqmUNESrsTN6sViExWIBwzBgWVYaojXojczG9ob79+8f6HuRlwsFiAKePHkCQRBw/fp1nD9/HqFQSBryLe5PiBetjEajtJEZi8VQKpWky2T79u3DhQsXNPk32Gw2ZDIZChDSEwoQBdy+fRvA5r2KGzduANgslrPZbPB4PDhw4IBU37HdRmYikUC1Wu35GFhJ/ZwkkVcXBYgCrFar1BPE4/Hg/fff72kjMxaLDWppXfP7/dJxLiHdoltCCjh37hw8Hg8MBgMuXryoy1ua4XBYt+0NiXYoQBTg9/sxOTkJQRDg8/m0Xo4s4kkSdTcnvaAAUYjY1HfQvTUGxeFwwGAwIJvNar0UoiMUIAoxGo0wm826HzRFc2ZJLyhAFORwOHT9G5xOYkivKEAU5PF4NO8w1g+v14tCoaD1MoiOUIAoiGGYppulemO327G2tqbptDyiLxQgCuI4rmlWiZ6srKzg4cOH4Hke3377Ld0JIV3R34WFISYOmiqVSprNKSmVSigWi/D7/TCZTNv+mWKx2DRKQbxq32hpaWkoLriR4UYBoiCxv+nVq1dx+fJlcByn6vvncjlcv34d1WoVwWAQExMTyGazyOfzLRW+JpOpqaepz+fD/fv3sbGxAaPRqOm1eqIfFCAKEUvygc15t1NTU3jvvfdUXcP8/LwUELlcDt9//z2sViucTicYhgHDMB1bFR44cABffPEFGIbR7YU4oi4KEIUYDAZYLBbpOnjj4Ge1NP7QG41GfPjhh3A6nV2/3mazgWEYrK2tDWJ55CVEAaKgixcvYmpqCiMjIzh9+rTq73/kyBEIgoDl5WWMjY31FB6iYDCITCYzgNWRl5FBEKcTEwIgnU7j+vXr+Pjjj7VeCtEBOsYlTUKhEARB0PV9FqIeChDSxGg0wmQy6bqmh6iHAoS0sNvtWFxc1HoZRAcoQEgLj8eDfD6v9TKIDlCAkBaBQID2QEhXKEBICz3X9BB1UYCQFo2DpgjphAKEtGgcNEVIJxQgZFvioClCOqEAIS3K5TJqtRpmZ2dlDw0nrwYKENLi3r17qFQqqNVq+PHHH2leDGmLAoS0aJwNIwgC6vW6hqshw4wChLSYmJiAx+ORvna5XBqviAwrChDSYteuXfjggw9gMBhU76pG9IUChLRFg6bITihASFs0aIrshAKEtEWDpshOKEBIWyzLYmNjQ+tlkCFGAULaikajqFar4Hle66WQIUUBQtryer0AoOt5v2SwKEBIW0ajESMjI1RUR9qiACEdORwO5HI5rZdBhhQFCOnI6/XSRxjSFgUI6YhhGKyvr2u9DDKkKEBIRxzHUWcy0hYFCOmIBk2RTihASEc0aIp0QgFCdkSDpkg7FCBkRzRoirRDAUJ2RIOmSDsUIGRHNGiKtEMBQnZEg6ZIOxQgZEcWiwUGgwHxeFzrpZAhQwFCdvT3339DEAT8/PPPmJmZ0Xo5ZIhQgJAdTU9PS18/ePBAw5WQYUMBQnYkjnjY+jUhFCBkR2fPnkUkEoHBYMD58+e1Xg4ZIhQgZEcOhwPnzp2DIAiw2WxaL4cMEQoQ0hWn0wmDwYBsNqv1UsgQoQAhXbNYLEin01ovgwwRChDSNZfLRe0NSRMKENI1GjRFtqIAIV3zer0oFotYXl7WeilkSFCAkK5sbGzgzz//RL1ex+eff079QQgAChDSpWw221RMRx3KCEABQrrEMAwsFgsAwGAwIBKJaLwiMgwMgiAIWi+C6MPq6ioSiQSCwSBCoZDWyyFDgAKEECIbfYQhhMhGAUIIkY0ChBAiGwUIIUQ2ChBCiGwUIIQQ2ShACCGyUYAQQmSjACGEyEYBQgiR7f9y9pSHi32inwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 433.405x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# find the route between these nodes then plot it\n",
    "route = nx.shortest_path(G, origin_node, destination_node)\n",
    "fig, ax = ox.plot_graph_route(G, route)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 344.371x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# project the network to UTM (zone calculated automatically) then plot the network/route again\n",
    "G_proj = ox.project_graph(G)\n",
    "fig, ax = ox.plot_graph_route(G_proj, route)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Routing: plot network path from one lat-long to another"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(850803362, 65290756)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# define origin/desination points then get the nodes nearest to each\n",
    "origin_point = (37.792896, -122.412325)\n",
    "destination_point = (37.790495, -122.408353)\n",
    "origin_node = ox.get_nearest_node(G, origin_point)\n",
    "destination_node = ox.get_nearest_node(G, destination_point)\n",
    "origin_node, destination_node"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[850803362, 633686735, 633686762, 633686748, 633686743, 850803353, 6250503226, 65295320, 65295314, 65326733, 65326736, 6319217961, 65332818, 6319217970, 6319217966, 6319217971, 65290756]'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# find the shortest path between origin and destination nodes\n",
    "route = nx.shortest_path(G, origin_node, destination_node, weight='length')\n",
    "str(route)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 433.405x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the route showing origin/destination lat-long points in blue\n",
    "fig, ax = ox.plot_graph_route(G, route, origin_point=origin_point, destination_point=destination_point)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Demonstrate routing with one-way streets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 486.443x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = ox.graph_from_address('N. Sicily Pl., Chandler, Arizona', distance=800, network_type='drive')\n",
    "origin = (33.307792, -111.894940)\n",
    "destination = (33.312994, -111.894998)\n",
    "origin_node = ox.get_nearest_node(G, origin)\n",
    "destination_node = ox.get_nearest_node(G, destination)\n",
    "route = nx.shortest_path(G, origin_node, destination_node)\n",
    "fig, ax = ox.plot_graph_route(G, route, save=True, filename='route')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Also, when there are parallel edges between nodes in the route, OSMnx picks the shortest edge to plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 516.202x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "location_point = (33.299896, -111.831638)\n",
    "G = ox.graph_from_point(location_point, distance=500, clean_periphery=False)\n",
    "origin = (33.301821, -111.829871)\n",
    "destination = (33.301402, -111.833108)\n",
    "origin_node = ox.get_nearest_node(G, origin)\n",
    "destination_node = ox.get_nearest_node(G, destination)\n",
    "route = nx.shortest_path(G, origin_node, destination_node)\n",
    "fig, ax = ox.plot_graph_route(G, route)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
